{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "import os\n",
    "import gc\n",
    "import feather\n",
    "\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "pd.set_option(\"max_colwidth\", -1)\n",
    "pd.set_option(\"max_columns\", 500)\n",
    "pd.set_option(\"max_rows\", 500)\n",
    "\n",
    "from tqdm import tqdm_notebook as tqdm\n",
    "import lightgbm as lgb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.style.use('fivethirtyeight')\n",
    "plt.rcParams[\"axes.labelsize\"] = 16\n",
    "plt.rcParams[\"xtick.labelsize\"] = 14\n",
    "plt.rcParams[\"ytick.labelsize\"] = 14"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "target = 'GrocerySales'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(692, 2)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Day</th>\n",
       "      <th>GrocerySales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>8418.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>8447.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>8336.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>8579.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>8524.31</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Day  GrocerySales\n",
       "0  1    8418.59     \n",
       "1  2    8447.47     \n",
       "2  3    8336.49     \n",
       "3  4    8579.17     \n",
       "4  5    8524.31     "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train = pd.read_csv(\"Train.csv\", index_col=None)\n",
    "print(train.shape)\n",
    "train.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(90, 1)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Day</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>695</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>697</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Day\n",
       "0  693\n",
       "1  694\n",
       "2  695\n",
       "3  696\n",
       "4  697"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test = pd.read_csv(\"Test.csv\", index_col=None)\n",
    "print(test.shape)\n",
    "test.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train[target].hist()\n",
    "plt.title(f'{target} distribution')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train.set_index('Day').plot(figsize=(15,5))\n",
    "plt.title(f'Daily {target}')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from datetime import timedelta\n",
    "tmp = train.copy()\n",
    "tmp = tmp[tmp.Day>=tmp.Day.max()-90]\n",
    "tmp.set_index('Day').plot(figsize=(15,5))\n",
    "plt.title(f'Last 90 Days {target}')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_ma(series, window):\n",
    "    rolling_mean = series.rolling(window=window).mean()\n",
    "\n",
    "    plt.figure(figsize=(15,5))\n",
    "    plt.title(\"Moving Average Window = {}\".format(window))\n",
    "    plt.plot(rolling_mean, label=\"Rolling Mean Trend\")\n",
    "    \n",
    "    plt.plot(series[window:], label=\"Actual\", color='orange')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_ma(train[target], 7) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_ma(train[target], 30) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_ma(train[target], 90) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* When we applied quarterly smoothing we see a slightly upward trend."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_ewm(series, window, alpha):\n",
    "    plt.figure(figsize=(15,5))\n",
    "    plt.title(\"EWM with alpha:{}\".format(alpha))    \n",
    "    plt.plot(range(len(series)), series.shift(window).ewm(alpha=alpha).mean(), label=f\"EWM {alpha}\")\n",
    "    plt.plot(range(len(series)), series, label='Actual', color='orange')\n",
    "    plt.legend()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_ewm(train[target], 90, 0.95)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import median_absolute_error, mean_squared_error\n",
    "\n",
    "def root_mean_squared_error(y_true, y_pred): \n",
    "    return np.sqrt(mean_squared_error(y_true, y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "# test = train[-90:]\n",
    "# train = train[:-90]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>GrocerySales</th>\n",
       "      <th>lag_90</th>\n",
       "      <th>lag_91</th>\n",
       "      <th>lag_92</th>\n",
       "      <th>lag_93</th>\n",
       "      <th>lag_94</th>\n",
       "      <th>lag_95</th>\n",
       "      <th>lag_96</th>\n",
       "      <th>lag_97</th>\n",
       "      <th>lag_98</th>\n",
       "      <th>lag_99</th>\n",
       "      <th>lag_100</th>\n",
       "      <th>lag_101</th>\n",
       "      <th>lag_102</th>\n",
       "      <th>lag_103</th>\n",
       "      <th>lag_104</th>\n",
       "      <th>lag_105</th>\n",
       "      <th>lag_106</th>\n",
       "      <th>lag_107</th>\n",
       "      <th>lag_108</th>\n",
       "      <th>lag_109</th>\n",
       "      <th>lag_110</th>\n",
       "      <th>lag_111</th>\n",
       "      <th>lag_112</th>\n",
       "      <th>lag_113</th>\n",
       "      <th>lag_114</th>\n",
       "      <th>lag_115</th>\n",
       "      <th>lag_116</th>\n",
       "      <th>lag_117</th>\n",
       "      <th>lag_118</th>\n",
       "      <th>lag_119</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>777</th>\n",
       "      <td>NaN</td>\n",
       "      <td>8848.98</td>\n",
       "      <td>8829.95</td>\n",
       "      <td>8878.27</td>\n",
       "      <td>9096.06</td>\n",
       "      <td>8800.98</td>\n",
       "      <td>8953.92</td>\n",
       "      <td>8801.88</td>\n",
       "      <td>8946.92</td>\n",
       "      <td>8955.81</td>\n",
       "      <td>9078.06</td>\n",
       "      <td>9055.75</td>\n",
       "      <td>8950.12</td>\n",
       "      <td>8674.47</td>\n",
       "      <td>8848.05</td>\n",
       "      <td>8862.45</td>\n",
       "      <td>8865.31</td>\n",
       "      <td>8679.34</td>\n",
       "      <td>8934.20</td>\n",
       "      <td>8831.17</td>\n",
       "      <td>8852.32</td>\n",
       "      <td>8766.00</td>\n",
       "      <td>8668.82</td>\n",
       "      <td>8936.77</td>\n",
       "      <td>8739.22</td>\n",
       "      <td>8629.93</td>\n",
       "      <td>8720.86</td>\n",
       "      <td>8999.19</td>\n",
       "      <td>8650.53</td>\n",
       "      <td>8935.37</td>\n",
       "      <td>8982.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>778</th>\n",
       "      <td>NaN</td>\n",
       "      <td>8800.45</td>\n",
       "      <td>8848.98</td>\n",
       "      <td>8829.95</td>\n",
       "      <td>8878.27</td>\n",
       "      <td>9096.06</td>\n",
       "      <td>8800.98</td>\n",
       "      <td>8953.92</td>\n",
       "      <td>8801.88</td>\n",
       "      <td>8946.92</td>\n",
       "      <td>8955.81</td>\n",
       "      <td>9078.06</td>\n",
       "      <td>9055.75</td>\n",
       "      <td>8950.12</td>\n",
       "      <td>8674.47</td>\n",
       "      <td>8848.05</td>\n",
       "      <td>8862.45</td>\n",
       "      <td>8865.31</td>\n",
       "      <td>8679.34</td>\n",
       "      <td>8934.20</td>\n",
       "      <td>8831.17</td>\n",
       "      <td>8852.32</td>\n",
       "      <td>8766.00</td>\n",
       "      <td>8668.82</td>\n",
       "      <td>8936.77</td>\n",
       "      <td>8739.22</td>\n",
       "      <td>8629.93</td>\n",
       "      <td>8720.86</td>\n",
       "      <td>8999.19</td>\n",
       "      <td>8650.53</td>\n",
       "      <td>8935.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>779</th>\n",
       "      <td>NaN</td>\n",
       "      <td>9197.99</td>\n",
       "      <td>8800.45</td>\n",
       "      <td>8848.98</td>\n",
       "      <td>8829.95</td>\n",
       "      <td>8878.27</td>\n",
       "      <td>9096.06</td>\n",
       "      <td>8800.98</td>\n",
       "      <td>8953.92</td>\n",
       "      <td>8801.88</td>\n",
       "      <td>8946.92</td>\n",
       "      <td>8955.81</td>\n",
       "      <td>9078.06</td>\n",
       "      <td>9055.75</td>\n",
       "      <td>8950.12</td>\n",
       "      <td>8674.47</td>\n",
       "      <td>8848.05</td>\n",
       "      <td>8862.45</td>\n",
       "      <td>8865.31</td>\n",
       "      <td>8679.34</td>\n",
       "      <td>8934.20</td>\n",
       "      <td>8831.17</td>\n",
       "      <td>8852.32</td>\n",
       "      <td>8766.00</td>\n",
       "      <td>8668.82</td>\n",
       "      <td>8936.77</td>\n",
       "      <td>8739.22</td>\n",
       "      <td>8629.93</td>\n",
       "      <td>8720.86</td>\n",
       "      <td>8999.19</td>\n",
       "      <td>8650.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>780</th>\n",
       "      <td>NaN</td>\n",
       "      <td>9062.44</td>\n",
       "      <td>9197.99</td>\n",
       "      <td>8800.45</td>\n",
       "      <td>8848.98</td>\n",
       "      <td>8829.95</td>\n",
       "      <td>8878.27</td>\n",
       "      <td>9096.06</td>\n",
       "      <td>8800.98</td>\n",
       "      <td>8953.92</td>\n",
       "      <td>8801.88</td>\n",
       "      <td>8946.92</td>\n",
       "      <td>8955.81</td>\n",
       "      <td>9078.06</td>\n",
       "      <td>9055.75</td>\n",
       "      <td>8950.12</td>\n",
       "      <td>8674.47</td>\n",
       "      <td>8848.05</td>\n",
       "      <td>8862.45</td>\n",
       "      <td>8865.31</td>\n",
       "      <td>8679.34</td>\n",
       "      <td>8934.20</td>\n",
       "      <td>8831.17</td>\n",
       "      <td>8852.32</td>\n",
       "      <td>8766.00</td>\n",
       "      <td>8668.82</td>\n",
       "      <td>8936.77</td>\n",
       "      <td>8739.22</td>\n",
       "      <td>8629.93</td>\n",
       "      <td>8720.86</td>\n",
       "      <td>8999.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>781</th>\n",
       "      <td>NaN</td>\n",
       "      <td>8963.12</td>\n",
       "      <td>9062.44</td>\n",
       "      <td>9197.99</td>\n",
       "      <td>8800.45</td>\n",
       "      <td>8848.98</td>\n",
       "      <td>8829.95</td>\n",
       "      <td>8878.27</td>\n",
       "      <td>9096.06</td>\n",
       "      <td>8800.98</td>\n",
       "      <td>8953.92</td>\n",
       "      <td>8801.88</td>\n",
       "      <td>8946.92</td>\n",
       "      <td>8955.81</td>\n",
       "      <td>9078.06</td>\n",
       "      <td>9055.75</td>\n",
       "      <td>8950.12</td>\n",
       "      <td>8674.47</td>\n",
       "      <td>8848.05</td>\n",
       "      <td>8862.45</td>\n",
       "      <td>8865.31</td>\n",
       "      <td>8679.34</td>\n",
       "      <td>8934.20</td>\n",
       "      <td>8831.17</td>\n",
       "      <td>8852.32</td>\n",
       "      <td>8766.00</td>\n",
       "      <td>8668.82</td>\n",
       "      <td>8936.77</td>\n",
       "      <td>8739.22</td>\n",
       "      <td>8629.93</td>\n",
       "      <td>8720.86</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     GrocerySales   lag_90   lag_91   lag_92   lag_93   lag_94   lag_95  \\\n",
       "777 NaN            8848.98  8829.95  8878.27  9096.06  8800.98  8953.92   \n",
       "778 NaN            8800.45  8848.98  8829.95  8878.27  9096.06  8800.98   \n",
       "779 NaN            9197.99  8800.45  8848.98  8829.95  8878.27  9096.06   \n",
       "780 NaN            9062.44  9197.99  8800.45  8848.98  8829.95  8878.27   \n",
       "781 NaN            8963.12  9062.44  9197.99  8800.45  8848.98  8829.95   \n",
       "\n",
       "      lag_96   lag_97   lag_98   lag_99  lag_100  lag_101  lag_102  lag_103  \\\n",
       "777  8801.88  8946.92  8955.81  9078.06  9055.75  8950.12  8674.47  8848.05   \n",
       "778  8953.92  8801.88  8946.92  8955.81  9078.06  9055.75  8950.12  8674.47   \n",
       "779  8800.98  8953.92  8801.88  8946.92  8955.81  9078.06  9055.75  8950.12   \n",
       "780  9096.06  8800.98  8953.92  8801.88  8946.92  8955.81  9078.06  9055.75   \n",
       "781  8878.27  9096.06  8800.98  8953.92  8801.88  8946.92  8955.81  9078.06   \n",
       "\n",
       "     lag_104  lag_105  lag_106  lag_107  lag_108  lag_109  lag_110  lag_111  \\\n",
       "777  8862.45  8865.31  8679.34  8934.20  8831.17  8852.32  8766.00  8668.82   \n",
       "778  8848.05  8862.45  8865.31  8679.34  8934.20  8831.17  8852.32  8766.00   \n",
       "779  8674.47  8848.05  8862.45  8865.31  8679.34  8934.20  8831.17  8852.32   \n",
       "780  8950.12  8674.47  8848.05  8862.45  8865.31  8679.34  8934.20  8831.17   \n",
       "781  9055.75  8950.12  8674.47  8848.05  8862.45  8865.31  8679.34  8934.20   \n",
       "\n",
       "     lag_112  lag_113  lag_114  lag_115  lag_116  lag_117  lag_118  lag_119  \n",
       "777  8936.77  8739.22  8629.93  8720.86  8999.19  8650.53  8935.37  8982.75  \n",
       "778  8668.82  8936.77  8739.22  8629.93  8720.86  8999.19  8650.53  8935.37  \n",
       "779  8766.00  8668.82  8936.77  8739.22  8629.93  8720.86  8999.19  8650.53  \n",
       "780  8852.32  8766.00  8668.82  8936.77  8739.22  8629.93  8720.86  8999.19  \n",
       "781  8831.17  8852.32  8766.00  8668.82  8936.77  8739.22  8629.93  8720.86  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.concat((train, test), axis=0, sort=False, ignore_index=True).copy()\n",
    "\n",
    "for i in range(90, 120):\n",
    "    data[\"lag_{}\".format(i)] = data[target].shift(i)\n",
    "\n",
    "# data['dayofweek'] = data['Day'] % 7\n",
    "data = data.drop('Day', axis=1)\n",
    "# data[target] = np.sqrt(data[target])\n",
    "# data['rolling_mean_30days'] = data[target].shift(90).rolling(window=30).mean()\n",
    "# data['rolling_std_30days'] = data[target].shift(90).rolling(window=30).std()\n",
    "\n",
    "# data['ewm_alpha0.95'] = data[target].shift(90).ewm(alpha=0.95).mean()\n",
    "# data['ewm_std_alpha0.95'] = data[target].shift(90).ewm(alpha=0.95).std()\n",
    "\n",
    "data.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(573, 90)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_data, test_data = data[:len(train)], data[len(train):]\n",
    "train_data = train_data.dropna().reset_index(drop=True)\n",
    "\n",
    "len(train_data), len(test_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FOLD:1 RMSE:432.71\n",
      "FOLD:2 RMSE:540.54\n",
      "FOLD:3 RMSE:249.38\n",
      "FOLD:4 RMSE:245.98\n",
      "FOLD:5 RMSE:304.97\n",
      "CV score is 354.71819930587446\n"
     ]
    }
   ],
   "source": [
    "from sklearn.linear_model import Ridge, Lasso\n",
    "from sklearn.model_selection import TimeSeriesSplit, KFold\n",
    "\n",
    "preds = []\n",
    "\n",
    "valid_score_list = []\n",
    "cv = TimeSeriesSplit(n_splits=5) \n",
    "for i, (train_ind, test_ind) in enumerate(cv.split(train_data)):\n",
    "    data_train = train_data.iloc[train_ind]\n",
    "    data_valid = train_data.iloc[test_ind]\n",
    "#     print(data_train.shape, data_valid.shape)\n",
    "    \n",
    "    clf = lgb.LGBMRegressor(verbose=0)\n",
    "    X_train = data_train.drop(target, axis=1)\n",
    "    X_valid = data_valid.drop(target, axis=1)\n",
    "    X_test = test_data.drop(target, axis=1)\n",
    "\n",
    "    clf.fit(X_train, data_train[target])\n",
    "    \n",
    "    valid_prediction = clf.predict(X_valid)\n",
    "    valid_score = root_mean_squared_error(data_valid[target], valid_prediction)\n",
    "    valid_score_list.append(valid_score)\n",
    "    print(\"FOLD:{} RMSE:{:0.2f}\".format(i+1, valid_score))\n",
    "    \n",
    "    preds.append(clf.predict(X_test))\n",
    "    \n",
    "print(\"CV score is {}\".format(np.mean(valid_score_list)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12ad73a20>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lgb.plot_importance(clf, figsize=(15,15))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "prediction = np.mean(preds, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# root_mean_squared_error(test[target], prediction)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>GrocerySales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>8757.269706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>8778.873653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8835.569653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>8844.319472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8920.697897</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   GrocerySales\n",
       "0  8757.269706 \n",
       "1  8778.873653 \n",
       "2  8835.569653 \n",
       "3  8844.319472 \n",
       "4  8920.697897 "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "submission = pd.DataFrame()\n",
    "submission[target] = prediction\n",
    "submission.to_excel(\"submission_lgb_v2.xlsx\", index=None)\n",
    "submission.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count    90.000000  \n",
       "mean     8781.881170\n",
       "std      72.333136  \n",
       "min      8604.706207\n",
       "25%      8737.847759\n",
       "50%      8778.522075\n",
       "75%      8832.321929\n",
       "max      8920.697897\n",
       "Name: GrocerySales, dtype: float64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "submission[target].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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